Pandas Profiling Report

Dataset statistics

Number of variables	44
Number of observations	8161
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.1 MiB
Average record size in memory	135.0 B

Variable types

BOOL	32
NUM	12

Reproduction

Analysis started	2021-12-10 00:59:02.395690
Analysis finished	2021-12-10 00:59:33.949141
Version	pandas-profiling v2.6.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

`PARENT1_Yes` is highly correlated with `PARENT1_No`	High Correlation
`PARENT1_No` is highly correlated with `PARENT1_Yes`	High Correlation
`MSTATUS_Yes` is highly correlated with `MSTATUS_No`	High Correlation
`MSTATUS_No` is highly correlated with `MSTATUS_Yes`	High Correlation
`SEX_M` is highly correlated with `SEX_F`	High Correlation
`SEX_F` is highly correlated with `SEX_M`	High Correlation
`CAR_USE_Private` is highly correlated with `CAR_USE_Commercial`	High Correlation
`CAR_USE_Commercial` is highly correlated with `CAR_USE_Private`	High Correlation
`REVOKED_Yes` is highly correlated with `REVOKED_No`	High Correlation
`REVOKED_No` is highly correlated with `REVOKED_Yes`	High Correlation
`URBANICITY_Highly Urban/ Urban` is highly correlated with `URBANICITY_Highly Rural/ Rural`	High Correlation
`URBANICITY_Highly Rural/ Rural` is highly correlated with `URBANICITY_Highly Urban/ Urban`	High Correlation
`KIDSDRIV` has 7180 (88.0%) zeros	Zeros
`HOMEKIDS` has 5289 (64.8%) zeros	Zeros
`YOJ` has 625 (7.7%) zeros	Zeros
`OLDCLAIM` has 5009 (61.4%) zeros	Zeros
`CLM_FREQ` has 5009 (61.4%) zeros	Zeros
`MVR_PTS` has 3712 (45.5%) zeros	Zeros
`LOG_INCOME` has 615 (7.5%) zeros	Zeros

TARGET_FLAG
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	63.9 KiB

0	6008
1	2153

Frequency Table

Value	Count	Frequency (%)
0	6008	73.6%
1	2153	26.4%

KIDSDRIV
Real number (ℝ_≥0)

ZEROS

Distinct count	5
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.17105746844749417
Minimum	0
Maximum	4
Zeros	7180
Zeros (%)	88.0%
Memory size	63.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	4
Range	4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5115340939
Coefficient of variation (CV)	2.99042245
Kurtosis	11.79177272
Mean	0.1710574684
Median Absolute Deviation (MAD)	0.3009907177
Skewness	3.353069928
Sum	1396
Variance	0.2616671292

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0. 1.5 2.5 3.5 4. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	7180	88.0%
1	636	7.8%
2	279	3.4%
3	62	0.8%
4	4	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7180	88.0%
1	636	7.8%
2	279	3.4%
3	62	0.8%
4	4	< 0.1%

Value	Count	Frequency (%)
4	4	< 0.1%
3	62	0.8%
2	279	3.4%
1	636	7.8%
0	7180	88.0%

AGE
Real number (ℝ_≥0)

Distinct count	60
Unique (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	44.790466854552136
Minimum	16.0
Maximum	81.0
Zeros	0
Zeros (%)	0.0%
Memory size	63.9 KiB

Quantile statistics

Minimum	16
5-th percentile	30
Q1	39
median	45
Q3	51
95-th percentile	59
Maximum	81
Range	65
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	8.624418837
Coefficient of variation (CV)	0.1925503225
Kurtosis	-0.0581198168
Mean	44.79046685
Median Absolute Deviation (MAD)	6.916652779
Skewness	-0.02906388708
Sum	365535
Variance	74.38060028

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[16. 20.5 23.5 26.5 29.5 ... 60.5 63.5 67.5 71. 81. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
46	401	4.9%
45	382	4.7%
48	363	4.4%
47	355	4.3%
43	351	4.3%
41	336	4.1%
44	336	4.1%
42	333	4.1%
50	329	4.0%
40	317	3.9%
Other values (50)	4658	57.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
16	5	0.1%
17	1	< 0.1%
18	3	< 0.1%
19	5	0.1%
20	3	< 0.1%

Value	Count	Frequency (%)
81	1	< 0.1%
80	1	< 0.1%
76	1	< 0.1%
73	3	< 0.1%
72	3	< 0.1%

HOMEKIDS
Real number (ℝ_≥0)

ZEROS

Distinct count	6
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.7212351427521138
Minimum	0
Maximum	5
Zeros	5289
Zeros (%)	64.8%
Memory size	63.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	5
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.116323291
Coefficient of variation (CV)	1.547793812
Kurtosis	0.6510197811
Mean	0.7212351428
Median Absolute Deviation (MAD)	0.9348395221
Skewness	1.341620234
Sum	5886
Variance	1.24617769

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0. 1.5 2.5 3.5 4.5 5. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	5289	64.8%
2	1118	13.7%
1	902	11.1%
3	674	8.3%
4	164	2.0%
5	14	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5289	64.8%
1	902	11.1%
2	1118	13.7%
3	674	8.3%
4	164	2.0%

Value	Count	Frequency (%)
5	14	0.2%
4	164	2.0%
3	674	8.3%
2	1118	13.7%
1	902	11.1%

YOJ
Real number (ℝ_≥0)

ZEROS

Distinct count	21
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10.527141281705674
Minimum	0.0
Maximum	23.0
Zeros	625
Zeros (%)	7.7%
Memory size	63.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	9
median	11
Q3	13
95-th percentile	15
Maximum	23
Range	23
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.978653799
Coefficient of variation (CV)	0.377942472
Kurtosis	1.453767399
Mean	10.52714128
Median Absolute Deviation (MAD)	2.888798207
Skewness	-1.257713512
Sum	85912
Variance	15.82968605

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 0. 0.5 2.5 4.5 5.5 ... 15.5 16.5 17.5 18.5 23. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
11	1457	17.9%
12	1158	14.2%
13	1016	12.4%
14	785	9.6%
10	749	9.2%
0	625	7.7%
9	521	6.4%
15	463	5.7%
8	384	4.7%
7	300	3.7%
Other values (11)	703	8.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	625	7.7%
1	6	0.1%
2	15	0.2%
3	36	0.4%
4	37	0.5%

Value	Count	Frequency (%)
23	2	< 0.1%
19	12	0.1%
18	25	0.3%
17	101	1.2%
16	204	2.5%

TRAVTIME
Real number (ℝ_≥0)

Distinct count	97
Unique (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	33.48572478862884
Minimum	5
Maximum	142
Zeros	0
Zeros (%)	0.0%
Memory size	63.9 KiB

Quantile statistics

Minimum	5
5-th percentile	7
Q1	22
median	33
Q3	44
95-th percentile	60
Maximum	142
Range	137
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	15.90833341
Coefficient of variation (CV)	0.4750780672
Kurtosis	0.6663746248
Mean	33.48572479
Median Absolute Deviation (MAD)	12.63117297
Skewness	0.4469816868
Sum	273277
Variance	253.0750719

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 5. 5.5 8.5 15.5 20.5 ... 66.5 71.5 82.5 97.5 142. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
5	334	4.1%
35	219	2.7%
30	219	2.7%
32	214	2.6%
25	214	2.6%
36	211	2.6%
29	207	2.5%
33	206	2.5%
24	204	2.5%
37	202	2.5%
Other values (87)	5931	72.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	334	4.1%
6	49	0.6%
7	43	0.5%
8	54	0.7%
9	70	0.9%

Value	Count	Frequency (%)
142	1	< 0.1%
134	1	< 0.1%
124	1	< 0.1%
113	1	< 0.1%
103	1	< 0.1%

BLUEBOOK
Real number (ℝ_≥0)

Distinct count	2789
Unique (%)	34.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	15709.899522117388
Minimum	1500.0
Maximum	69740.0
Zeros	0
Zeros (%)	0.0%
Memory size	63.9 KiB

Quantile statistics

Minimum	1500
5-th percentile	4900
Q1	9280
median	14440
Q3	20850
95-th percentile	31110
Maximum	69740
Range	68240
Interquartile range (IQR)	11570

Descriptive statistics

Standard deviation	8419.734075
Coefficient of variation (CV)	0.5359508547
Kurtosis	0.7935064449
Mean	15709.89952
Median Absolute Deviation (MAD)	6732.170474
Skewness	0.7945061471
Sum	128208490
Variance	70891921.9

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 1500. 1510. 3310. 4490. 4505. ... 34840. 38925. 44430. 50575. 69740.], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1500	157	1.9%
6000	34	0.4%
6200	33	0.4%
5800	33	0.4%
6400	31	0.4%
5900	30	0.4%
6100	30	0.4%
6500	29	0.4%
5400	28	0.3%
5700	26	0.3%
Other values (2779)	7730	94.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1500	157	1.9%
1520	1	< 0.1%
1530	1	< 0.1%
1540	1	< 0.1%
1590	1	< 0.1%

Value	Count	Frequency (%)
69740	1	< 0.1%
65970	1	< 0.1%
62240	1	< 0.1%
61050	1	< 0.1%
57970	1	< 0.1%

TIF
Real number (ℝ_≥0)

Distinct count	23
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.35130498713393
Minimum	1
Maximum	25
Zeros	0
Zeros (%)	0.0%
Memory size	63.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	4
Q3	7
95-th percentile	13
Maximum	25
Range	24
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.146635309
Coefficient of variation (CV)	0.7748830088
Kurtosis	0.4243279295
Mean	5.351304987
Median Absolute Deviation (MAD)	3.366132908
Skewness	0.891139559
Sum	43672
Variance	17.19458439

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 1. 1.5 2.5 3.5 4.5 ... 16.5 17.5 18.5 21.5 25. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1	2533	31.0%
6	1341	16.4%
4	1242	15.2%
10	780	9.6%
7	620	7.6%
3	424	5.2%
13	278	3.4%
11	242	3.0%
9	225	2.8%
17	104	1.3%
Other values (13)	372	4.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2533	31.0%
2	6	0.1%
3	424	5.2%
4	1242	15.2%
5	52	0.6%

Value	Count	Frequency (%)
25	2	< 0.1%
22	3	< 0.1%
21	11	0.1%
20	8	0.1%
19	8	0.1%

OLDCLAIM
Real number (ℝ_≥0)

ZEROS

Distinct count	2857
Unique (%)	35.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4037.0762161499815
Minimum	0.0
Maximum	57037.0
Zeros	5009
Zeros (%)	61.4%
Memory size	63.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4636
95-th percentile	27090
Maximum	57037
Range	57037
Interquartile range (IQR)	4636

Descriptive statistics

Standard deviation	8777.139104
Coefficient of variation (CV)	2.174132623
Kurtosis	9.870592126
Mean	4037.076216
Median Absolute Deviation (MAD)	5324.619579
Skewness	3.12018688
Sum	32946579
Variance	77038170.86

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 0. 251. 504. 950.5 1553.5 ... 11748.5 19563.5 41944. 49627. 57037. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	5009	61.4%
4263	4	< 0.1%
1391	4	< 0.1%
1310	4	< 0.1%
3826	3	< 0.1%
2740	3	< 0.1%
4567	3	< 0.1%
3863	3	< 0.1%
4448	3	< 0.1%
8174	3	< 0.1%
Other values (2847)	3122	38.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5009	61.4%
502	1	< 0.1%
506	1	< 0.1%
518	1	< 0.1%
519	1	< 0.1%

Value	Count	Frequency (%)
57037	1	< 0.1%
53986	1	< 0.1%
53568	1	< 0.1%
53477	1	< 0.1%
52507	1	< 0.1%

CLM_FREQ
Real number (ℝ_≥0)

ZEROS

Distinct count	6
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.7985540987624066
Minimum	0
Maximum	5
Zeros	5009
Zeros (%)	61.4%
Memory size	63.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	3
Maximum	5
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.158452681
Coefficient of variation (CV)	1.450687791
Kurtosis	0.2860042955
Mean	0.7985540988
Median Absolute Deviation (MAD)	0.9802616054
Skewness	1.209242991
Sum	6517
Variance	1.342012615

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0. 1.5 2.5 3.5 4.5 5. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	5009	61.4%
2	1171	14.3%
1	997	12.2%
3	776	9.5%
4	190	2.3%
5	18	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5009	61.4%
1	997	12.2%
2	1171	14.3%
3	776	9.5%
4	190	2.3%

Value	Count	Frequency (%)
5	18	0.2%
4	190	2.3%
3	776	9.5%
2	1171	14.3%
1	997	12.2%

MVR_PTS
Real number (ℝ_≥0)

ZEROS

Distinct count	13
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.6955030020830781
Minimum	0
Maximum	13
Zeros	3712
Zeros (%)	45.5%
Memory size	63.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	6
Maximum	13
Range	13
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.147111744
Coefficient of variation (CV)	1.266356793
Kurtosis	1.378141796
Mean	1.695503002
Median Absolute Deviation (MAD)	1.739591745
Skewness	1.348335868
Sum	13837
Variance	4.610088843

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 6.5 7.5 8.5 9.5 13. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	3712	45.5%
1	1157	14.2%
2	948	11.6%
3	758	9.3%
4	599	7.3%
5	399	4.9%
6	266	3.3%
7	167	2.0%
8	84	1.0%
9	45	0.6%
Other values (3)	26	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3712	45.5%
1	1157	14.2%
2	948	11.6%
3	758	9.3%
4	599	7.3%

Value	Count	Frequency (%)
13	2	< 0.1%
11	11	0.1%
10	13	0.2%
9	45	0.6%
8	84	1.0%

CAR_AGE
Real number (ℝ)

Distinct count	30
Unique (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	8.30780541600294
Minimum	-3.0
Maximum	28.0
Zeros	3
Zeros (%)	< 0.1%
Memory size	63.9 KiB

Quantile statistics

Minimum	-3
5-th percentile	1
Q1	4
median	8
Q3	12
95-th percentile	18
Maximum	28
Range	31
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	5.520292254
Coefficient of variation (CV)	0.6644705765
Kurtosis	-0.5945111857
Mean	8.307805416
Median Absolute Deviation (MAD)	4.453047173
Skewness	0.3023587845
Sum	67800
Variance	30.47362657

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[-3. 0.5 1.5 2.5 3.5 ... 20.5 21.5 23.5 25.5 28. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1	1934	23.7%
8	1047	12.8%
9	526	6.4%
7	524	6.4%
10	469	5.7%
11	460	5.6%
6	451	5.5%
12	368	4.5%
13	356	4.4%
14	311	3.8%
Other values (20)	1715	21.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-3	1	< 0.1%
0	3	< 0.1%
1	1934	23.7%
2	12	0.1%
3	54	0.7%

Value	Count	Frequency (%)
28	1	< 0.1%
27	1	< 0.1%
26	2	< 0.1%
25	6	0.1%
24	10	0.1%

LOG_INCOME
Real number (ℝ_≥0)

ZEROS

Distinct count	6612
Unique (%)	81.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10.014746199093
Minimum	0.0
Maximum	12.81320159213428
Zeros	615
Zeros (%)	7.5%
Memory size	63.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	10.29917165
median	10.89727622
Q3	11.33026385
95-th percentile	11.92191768
Maximum	12.81320159
Range	12.81320159
Interquartile range (IQR)	1.031092202

Descriptive statistics

Standard deviation	2.984950386
Coefficient of variation (CV)	0.29805552
Kurtosis	6.63399289
Mean	10.0147462
Median Absolute Deviation (MAD)	1.716057401
Skewness	-2.811999957
Sum	81730.34373
Variance	8.909928808

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 0. 0.89587973 4.90483563 7.44511313 8.29566023 ... 11.69953363 11.94057579 12.21452923 12.40983895 12.81320159], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	615	7.5%
10.89727622	447	5.5%
10.19768585	4	< 0.1%
11.031513	4	< 0.1%
10.78952524	4	< 0.1%
11.31932858	3	< 0.1%
10.82311272	3	< 0.1%
10.76877968	3	< 0.1%
11.87998926	3	< 0.1%
11.29207927	3	< 0.1%
Other values (6602)	7072	86.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	615	7.5%
1.791759469	1	< 0.1%
2.079441542	1	< 0.1%
2.944438979	1	< 0.1%
4.262679877	1	< 0.1%

Value	Count	Frequency (%)
12.81320159	1	< 0.1%
12.71391382	1	< 0.1%
12.67647619	1	< 0.1%
12.64313009	1	< 0.1%
12.63224847	1	< 0.1%

PARENT1_No
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

1	7084
0	1077

Frequency Table

Value	Count	Frequency (%)
1	7084	86.8%
0	1077	13.2%

PARENT1_Yes
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

0	7084
1	1077

Frequency Table

Value	Count	Frequency (%)
0	7084	86.8%
1	1077	13.2%

MSTATUS_No
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

0	4894
1	3267

Frequency Table

Value	Count	Frequency (%)
0	4894	60.0%
1	3267	40.0%

MSTATUS_Yes
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

1	4894
0	3267

Frequency Table

Value	Count	Frequency (%)
1	4894	60.0%
0	3267	40.0%

SEX_F
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

1	4375
0	3786

Frequency Table

Value	Count	Frequency (%)
1	4375	53.6%
0	3786	46.4%

SEX_M
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

0	4375
1	3786

Frequency Table

Value	Count	Frequency (%)
0	4375	53.6%
1	3786	46.4%

EDUCATION_Bachelors
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

0	5919
1	2242

Frequency Table

Value	Count	Frequency (%)
0	5919	72.5%
1	2242	27.5%

EDUCATION_High School
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

0	5831
1	2330

Frequency Table

Value	Count	Frequency (%)
0	5831	71.4%
1	2330	28.6%

EDUCATION_Masters
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

0	6503
1	1658

Frequency Table

Value	Count	Frequency (%)
0	6503	79.7%
1	1658	20.3%

EDUCATION_PhD
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

0	7433
1	728

Frequency Table

Value	Count	Frequency (%)
0	7433	91.1%
1	728	8.9%

EDUCATION_lower than High School
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

0	6958
1	1203

Frequency Table

Value	Count	Frequency (%)
0	6958	85.3%
1	1203	14.7%

JOB_Blue Collar
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

0	6336
1	1825

Frequency Table

Value	Count	Frequency (%)
0	6336	77.6%
1	1825	22.4%

JOB_Clerical
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

0	6890
1	1271

Frequency Table

Value	Count	Frequency (%)
0	6890	84.4%
1	1271	15.6%

JOB_Doctor
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

0	7915
1	246

Frequency Table

Value	Count	Frequency (%)
0	7915	97.0%
1	246	3.0%

JOB_Home Maker
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

0	7520
1	641

Frequency Table

Value	Count	Frequency (%)
0	7520	92.1%
1	641	7.9%

JOB_Lawyer
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

0	7326
1	835

Frequency Table

Value	Count	Frequency (%)
0	7326	89.8%
1	835	10.2%

JOB_Manager
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

0	7173
1	988

Frequency Table

Value	Count	Frequency (%)
0	7173	87.9%
1	988	12.1%

JOB_Professional
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

0	7044
1	1117

Frequency Table

Value	Count	Frequency (%)
0	7044	86.3%
1	1117	13.7%

JOB_Student
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

0	7449
1	712

Frequency Table

Value	Count	Frequency (%)
0	7449	91.3%
1	712	8.7%

CAR_USE_Commercial
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

0	5132
1	3029

Frequency Table

Value	Count	Frequency (%)
0	5132	62.9%
1	3029	37.1%

CAR_USE_Private
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

1	5132
0	3029

Frequency Table

Value	Count	Frequency (%)
1	5132	62.9%
0	3029	37.1%

CAR_TYPE_Minivan
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

0	6016
1	2145

Frequency Table

Value	Count	Frequency (%)
0	6016	73.7%
1	2145	26.3%

CAR_TYPE_Panel Truck
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

0	7485
1	676

Frequency Table

Value	Count	Frequency (%)
0	7485	91.7%
1	676	8.3%

CAR_TYPE_Pickup
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

0	6772
1	1389

Frequency Table

Value	Count	Frequency (%)
0	6772	83.0%
1	1389	17.0%

CAR_TYPE_SUV
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

0	5867
1	2294

Frequency Table

Value	Count	Frequency (%)
0	5867	71.9%
1	2294	28.1%

CAR_TYPE_Sports Car
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

0	7254
1	907

Frequency Table

Value	Count	Frequency (%)
0	7254	88.9%
1	907	11.1%

CAR_TYPE_Van
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

0	7411
1	750

Frequency Table

Value	Count	Frequency (%)
0	7411	90.8%
1	750	9.2%

REVOKED_No
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

1	7161
0	1000

Frequency Table

Value	Count	Frequency (%)
1	7161	87.7%
0	1000	12.3%

REVOKED_Yes
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

0	7161
1	1000

Frequency Table

Value	Count	Frequency (%)
0	7161	87.7%
1	1000	12.3%

URBANICITY_Highly Rural/ Rural
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

0	6492
1	1669

Frequency Table

Value	Count	Frequency (%)
0	6492	79.5%
1	1669	20.5%

URBANICITY_Highly Urban/ Urban
Boolean

HIGH CORRELATION

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.1 KiB

1	6492
0	1669

Frequency Table

Value	Count	Frequency (%)
1	6492	79.5%
0	1669	20.5%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Count
Matrix

First rows

	TARGET_FLAG	KIDSDRIV	AGE	HOMEKIDS	YOJ	TRAVTIME	BLUEBOOK	TIF	OLDCLAIM	CLM_FREQ	MVR_PTS	CAR_AGE	LOG_INCOME	PARENT1_No	PARENT1_Yes	MSTATUS_No	MSTATUS_Yes	SEX_F	SEX_M	EDUCATION_Bachelors	EDUCATION_High School	EDUCATION_PhD	EDUCATION_lower than High School	JOB_Blue Collar	JOB_Clerical	JOB_Doctor	JOB_Professional	CAR_USE_Commercial	CAR_USE_Private	CAR_TYPE_Minivan	CAR_TYPE_SUV	CAR_TYPE_Sports Car	CAR_TYPE_Van	REVOKED_No	REVOKED_Yes	URBANICITY_Highly Rural/ Rural	URBANICITY_Highly Urban/ Urban
0	0	0	60.0	0	11.0	14	14230.0	11	4461.0	2	3	18.0	11.117658	1	0	1	0	0	1	0	0	1	0	0	0	0	1	0	1	1	0	0	0	1	0	0	1
1	0	0	43.0	0	11.0	22	14940.0	1	0.0	0	0	1.0	11.423548	1	0	1	0	0	1	0	1	0	0	1	0	0	0	1	0	1	0	0	0	1	0	0	1
2	0	0	35.0	1	10.0	5	4010.0	4	38690.0	2	3	10.0	9.682841	1	0	0	1	1	0	0	1	0	0	0	1	0	0	0	1	0	1	0	0	1	0	0	1
3	0	0	51.0	0	14.0	32	15440.0	7	0.0	0	0	6.0	10.897276	1	0	0	1	0	1	0	0	0	1	1	0	0	0	0	1	1	0	0	0	1	0	0	1
4	0	0	50.0	0	11.0	36	18000.0	1	19217.0	2	3	17.0	11.652574	1	0	0	1	1	0	0	0	1	0	0	0	1	0	0	1	0	1	0	0	0	1	0	1
5	1	0	34.0	1	12.0	46	17430.0	1	0.0	0	0	7.0	11.738482	0	1	1	0	1	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	1	0	0	1
6	0	0	54.0	0	11.0	33	8780.0	1	0.0	0	0	1.0	9.839269	1	0	0	1	1	0	0	0	0	1	1	0	0	0	0	1	0	1	0	0	1	0	0	1
7	1	1	37.0	2	11.0	44	16970.0	1	2374.0	1	10	7.0	11.589535	1	0	0	1	0	1	1	0	0	0	1	0	0	0	1	0	0	0	0	1	0	1	0	1
8	1	0	34.0	0	10.0	34	11200.0	1	0.0	0	0	1.0	11.050557	1	0	1	0	1	0	1	0	0	0	0	1	0	0	0	1	0	1	0	0	1	0	0	1
9	0	0	50.0	0	7.0	48	18510.0	7	0.0	0	1	17.0	11.580145	1	0	1	0	0	1	1	0	0	0	0	0	0	1	1	0	0	0	0	1	1	0	1	0

Last rows

	KIDSDRIV	AGE	HOMEKIDS	YOJ	TRAVTIME	BLUEBOOK	TIF	OLDCLAIM	CLM_FREQ	MVR_PTS	CAR_AGE	LOG_INCOME	PARENT1_No	MSTATUS_No	MSTATUS_Yes	SEX_F	SEX_M	EDUCATION_Bachelors	EDUCATION_High School	EDUCATION_Masters	EDUCATION_PhD	JOB_Blue Collar	JOB_Clerical	JOB_Doctor	JOB_Home Maker	JOB_Manager	JOB_Student	CAR_USE_Commercial	CAR_USE_Private	CAR_TYPE_Minivan	CAR_TYPE_Panel Truck	CAR_TYPE_Pickup	CAR_TYPE_SUV	CAR_TYPE_Van	REVOKED_No	REVOKED_Yes	URBANICITY_Highly Rural/ Rural	URBANICITY_Highly Urban/ Urban
8151	0	54.0	0	13.0	18	19660.0	1	24690.0	1	6	4.0	11.312265	1	0	1	0	1	1	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	1	0	1	0	1
8152	1	46.0	0	12.0	26	15060.0	4	33026.0	3	0	1.0	10.714840	1	1	0	0	1	0	1	0	0	1	0	0	0	0	0	0	1	1	0	0	0	0	1	0	1	0
8153	0	48.0	0	10.0	59	17430.0	13	0.0	0	4	18.0	11.620038	1	1	0	1	0	0	0	0	1	0	0	1	0	0	0	0	1	0	0	0	1	0	1	0	0	1
8154	1	38.0	4	16.0	15	24740.0	1	9245.0	3	3	15.0	9.450774	1	0	1	1	0	1	0	0	0	0	0	0	0	0	1	1	0	0	0	1	0	0	1	0	0	1
8155	0	41.0	0	7.0	41	5600.0	1	0.0	0	0	7.0	8.741456	1	1	0	0	1	0	1	0	0	0	0	0	0	0	1	0	1	0	0	1	0	0	1	0	1	0
8156	0	35.0	0	11.0	51	27330.0	10	0.0	0	0	8.0	10.671580	1	1	0	0	1	0	1	0	0	1	0	0	0	0	0	1	0	0	1	0	0	0	1	0	1	0
8157	1	45.0	2	9.0	21	13270.0	15	0.0	0	2	17.0	12.011699	1	0	1	0	1	0	0	0	1	0	0	0	0	1	0	0	1	1	0	0	0	0	1	0	0	1
8158	0	46.0	0	9.0	36	24490.0	6	0.0	0	0	1.0	11.582498	1	0	1	0	1	0	0	1	0	0	0	0	0	0	0	1	0	0	1	0	0	0	1	0	0	1
8159	0	50.0	0	7.0	36	22550.0	6	0.0	0	0	11.0	10.679274	1	0	1	1	0	1	0	0	0	0	0	0	1	0	0	0	1	1	0	0	0	0	1	0	0	1
8160	0	52.0	0	11.0	64	19400.0	6	0.0	0	0	9.0	10.882490	1	0	1	1	0	0	1	0	0	0	1	0	0	0	0	0	1	1	0	0	0	0	1	0	1	0

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Missing values

Sample

First rows

Last rows